| 
  • If you are citizen of an European Union member nation, you may not use this service unless you are at least 16 years old.

  • Social distancing? Try a better way to work remotely on your online files. Dokkio, a new product from PBworks, can help your team find, organize, and collaborate on your Drive, Gmail, Dropbox, Box, and Slack files. Sign up for free.

View
 

Week06

Page history last edited by PBworks 9 years, 6 months ago

 

 Lectures:

EnsembleMethods.pdf     ClassImbalanceMulticlass.pdf        chap6_basic_association_analysis.pdf

 

 

 

 Reference Material: Papers

 

Helpful Book on Ensemble Methods -

Seni, Giovanni and Elder, John, Ensemble Methods in Data Mining, Morgan & Claypool, 2010

 

Here's an amazon link to the book:

http://www.amazon.com/Ensemble-Methods-Data-Mining-Predictions/dp/1608452840/ref=sr_1_1?ie=UTF8&s=books&qid=1287690908&sr=8-1

Ensemble Methods in Data Mining: Improving Accuracy Through Combining Predictions (Synthesis Lectures on Data Mining and Knowledge Discovery)

 

 

Examples:

Finish Random Forest on Sonar Data:  AdaBoostRandomForestSonar.R   

Create a ROC curve from Example in Text  ROC.R    

ROC for the Sonar Data   ROCSonar.R

Multiclass Example (Iris Data)  IrisDataMulticlass.R

 

 

Data Files:

The Wine Data Set and the Iris Data Set are on UC Irvine's database web site

Sonar Data Sets:  sonar_test.csv   sonar_train.csv   irisdata.csv

 

 

Homework:  Homework06.doc    Homework06.pdf

 

Comments (0)

You don't have permission to comment on this page.